This talk is an introductory to several uncertainty quantification problems from mathematical points of view. I will also discuss recent results of quantifying uncertainties based on non-parametric modeling (a.k.a data-driven method). I hope to use this talk as an advertisement to a topic course in data assimilation that is offered in Spring 2015 (METEO 597B/MATH TBA).